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20142020
most citedBinarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1

2.2k citations · 6.8k across the 9 of their papers we have counts for

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Showing 2015Show all

2 papers · 1 filter

cs.LG2015★ 1.8k cited

BinaryConnect: Training Deep Neural Networks with binary weights during propagations

Matthieu Courbariaux, Yoshua Bengio, Jean-Pierre David

Deep Neural Networks (DNN) have achieved state-of-the-art results in a wide range of tasks, with the best results obtained with large training sets and large models. In the past, G…

cs.LG2015★ 150 cited

Neural Networks with Few Multiplications

Zhouhan Lin, Matthieu Courbariaux, Roland Memisevic +1

For most deep learning algorithms training is notoriously time consuming. Since most of the computation in training neural networks is typically spent on floating point multiplicat…